From learning to product delivery — automated portfolio roll-ups, stacked projects & Karpathy intelligence
Real-time dashboards with parent-child roll-ups. When child projects are added, higher-level KPI’s auto-adjust.
Claude-powered forecasting & risk detection. Direct integration with Disco LMS learning signals.
Karpathy assistant compiles past initiatives into reusable wiki, reducing discovery loops by 43%.
Projects inherit templates; dashboards reflect real-time status from nested sub-projects without manual work.
Master project with "product dev template". Children (AI features, UX) automatically update parent progress & timeline.
Uses same template as parent. Sprint data rolls up to portfolio dashboard – budget, completion %.
When new child project is created, parent dashboard fields auto-refresh: total cost, risk flags, milestones.
Sub‑projects keep full autonomy, yet aggregated views show enterprise readiness at a glance.
Auto‑ingests Disco discussions, project artifacts, and post‑mortems → structured, cross-linked knowledge base.
Cost‑efficient token caching and semantic search over all product decisions, reducing LLM costs by ~45%.
Course completions trigger templated projects; best practices auto‑appended to knowledge wiki.
Natural language Q&A over historical projects, risk suggestions, and instant dashboard creation for new initiatives.